{"id":"W1591701086","doi":"","title":"A Social Constructive Study on Optimizing College English Teaching Strategies","year":2013,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructivism (international relations); Constructive; College English; Social constructivism; Mathematics education; Process (computing); Teaching method; Psychology; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00322255,0.0004447364,0.0002960288,0.001657686,0.0037769,0.002627831,0.0008089033,0.0007661785,0.002647005],"category_scores_gemma":[0.009915256,0.0001434114,0.000422494,0.0008495593,0.003026078,0.001561123,0.001460494,0.0008689327,0.0002204403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002813924,"about_ca_system_score_gemma":0.002444216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002266782,"about_ca_topic_score_gemma":0.00346715,"domain_scores_codex":[0.9960776,0.002656609,0.00007710446,0.0002232641,0.0005310951,0.0004343285],"domain_scores_gemma":[0.9923694,0.005255366,0.0006748689,0.0002313907,0.000739333,0.0007295292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002313691,0.00760672,0.0942342,0.0004234342,0.00008966039,0.002165973,0.6425499,0.0008503707,0.007418862,0.03703283,0.002992056,0.2044047],"study_design_scores_gemma":[0.00008199792,0.001927496,0.09971565,0.0001371725,0.000105382,0.0005080374,0.8417622,0.003919847,0.004492582,0.01149199,0.03579566,0.00006193827],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884655,0.00007989194,0.001040075,0.000434579,0.00001776548,0.00009308532,0.000007874006,0.000007811276,0.009853472],"genre_scores_gemma":[0.9970413,0.0001179805,0.00061412,0.0000964672,0.00001137495,0.00005667391,0.00000838261,0.000005713773,0.002047975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0037769,"threshold_uncertainty_score":0.0204165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848376625001807,"score_gpt":0.3170110424196164,"score_spread":0.2885272761695983,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}